{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 代码实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Batch: 100%|██████████| 1000/1000 [00:07<00:00, 129.91 epoch/s]\n",
      "Stochastic: 100%|██████████| 1000/1000 [00:00<00:00, 2397.32 epoch/s]\n",
      "Minibatch: 100%|██████████| 1000/1000 [00:01<00:00, 780.15 epoch/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import *\n",
    "\n",
    "# 定义模型和损失函数\n",
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.hidden1 = nn.Linear(1, 32)\n",
    "        self.hidden2 = nn.Linear(32, 32)\n",
    "        self.output = nn.Linear(32, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = torch.relu(self.hidden1(x))\n",
    "        x = torch.relu(self.hidden2(x))\n",
    "        return self.output(x)\n",
    "loss_fn = nn.MSELoss()\n",
    "\n",
    "# 生成随机数据\n",
    "np.random.seed(0)\n",
    "n_samples = 1000\n",
    "x = np.linspace(-5, 5, n_samples)\n",
    "y = 0.3 * (x ** 2) + np.random.randn(n_samples)\n",
    "\n",
    "# 转换为Tensor\n",
    "x = torch.unsqueeze(torch.from_numpy(x).float(), 1)\n",
    "y = torch.unsqueeze(torch.from_numpy(y).float(), 1)\n",
    "\n",
    "# 将数据封装为数据集\n",
    "dataset = torch.utils.data.TensorDataset(x, y)\n",
    "\n",
    "names = [\"Batch\", \"Stochastic\", \"Minibatch\"] # 批量梯度下降法、随机梯度下降法、小批量梯度下降法\n",
    "batch_size = [n_samples, 1, 128]\n",
    "momentum= [1,0,1]\n",
    "losses = [[], [], []]\n",
    "\n",
    "# 超参数\n",
    "learning_rate = 0.0001\n",
    "n_epochs = 1000\n",
    "\n",
    "# 分别训练\n",
    "for i in range(3):\n",
    "    model = Model()\n",
    "    optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate, momentum=momentum[i])\n",
    "    dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size[i], shuffle=True)\n",
    "    for epoch in tqdm(range(n_epochs), desc=names[i], leave=True, unit=' epoch'):\n",
    "        x, y = next(iter(dataloader))\n",
    "        optimizer.zero_grad()\n",
    "        out = model(x)\n",
    "        loss = loss_fn(out, y)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        losses[i].append(loss.item())\n",
    "\n",
    "# 使用 Matplotlib 绘制损失值的变化趋势\n",
    "for i, loss_list in enumerate(losses):\n",
    "    plt.figure(figsize=(12, 4))\n",
    "    plt.plot(loss_list)\n",
    "    plt.ylim((0, 15))\n",
    "    plt.xlabel('Epoch')\n",
    "    plt.ylabel('Loss')\n",
    "    plt.title(names[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
